I implemented backpropagation in 58 lines of NumPy. No libraries.

Yesterday I read the 1986 backpropagation paper. Today I turned it into code. 58 lines of Python. No PyTorch. No TensorFlow. Just NumPy and the raw math from the paper. Here is every line explained so